How Can Hybrid Simulation Support Organizations in Assessing COVID-19 Containment Measures?
Simulation models have always been an aid in epidemiology for understanding the spread of epidemics and evaluating their containment policies. This paper illustrates how hybrid simulation can support companies in assessing COVID-19 containment measures in indoor environments. In particular, a Hybrid...
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MDPI AG
2021
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oai:doaj.org-article:06113feb5db94e8b818ed991585045132021-11-25T17:43:36ZHow Can Hybrid Simulation Support Organizations in Assessing COVID-19 Containment Measures?10.3390/healthcare91114122227-9032https://doaj.org/article/06113feb5db94e8b818ed991585045132021-10-01T00:00:00Zhttps://www.mdpi.com/2227-9032/9/11/1412https://doaj.org/toc/2227-9032Simulation models have always been an aid in epidemiology for understanding the spread of epidemics and evaluating their containment policies. This paper illustrates how hybrid simulation can support companies in assessing COVID-19 containment measures in indoor environments. In particular, a Hybrid Simulation (HS) is presented. The HS model consists of an Agent-Based Simulation (ABS) to simulate the virus contagion model and a Discrete Event Simulation (DES) model to simulate the interactions between flows of people in an indoor environment. Compared with previous works in the field of simulation and COVID-19, this study provides the possibility to model the specific behaviors of individuals moving in time and space and the proposed HS model could be adapted to several epidemiological conditions (just setting different parameters in the agent-based model) and different kinds of facilities. The HS approach has been developed and then successfully tested with a real case study related to a university campus in northern Italy. The case study highlights the potentials of hybrid simulation in assessing the effectiveness of the containment measures adopted during the period under examination in the pandemic context. From a managerial perspective, this study, exploiting the complementarity of the ABM and DES approaches in a HS model, provides a complete and usable tool to support decision-makers in evaluating different contagion containment measures.Chiara CiminiGiuditta PezzottaAlexandra LagorioFabiana PirolaSergio CavalieriMDPI AGarticlehybrid simulationCOVID-19agent-based simulationsdiscrete event simulation modelsMedicineRENHealthcare, Vol 9, Iss 1412, p 1412 (2021) |
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hybrid simulation COVID-19 agent-based simulations discrete event simulation models Medicine R |
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hybrid simulation COVID-19 agent-based simulations discrete event simulation models Medicine R Chiara Cimini Giuditta Pezzotta Alexandra Lagorio Fabiana Pirola Sergio Cavalieri How Can Hybrid Simulation Support Organizations in Assessing COVID-19 Containment Measures? |
description |
Simulation models have always been an aid in epidemiology for understanding the spread of epidemics and evaluating their containment policies. This paper illustrates how hybrid simulation can support companies in assessing COVID-19 containment measures in indoor environments. In particular, a Hybrid Simulation (HS) is presented. The HS model consists of an Agent-Based Simulation (ABS) to simulate the virus contagion model and a Discrete Event Simulation (DES) model to simulate the interactions between flows of people in an indoor environment. Compared with previous works in the field of simulation and COVID-19, this study provides the possibility to model the specific behaviors of individuals moving in time and space and the proposed HS model could be adapted to several epidemiological conditions (just setting different parameters in the agent-based model) and different kinds of facilities. The HS approach has been developed and then successfully tested with a real case study related to a university campus in northern Italy. The case study highlights the potentials of hybrid simulation in assessing the effectiveness of the containment measures adopted during the period under examination in the pandemic context. From a managerial perspective, this study, exploiting the complementarity of the ABM and DES approaches in a HS model, provides a complete and usable tool to support decision-makers in evaluating different contagion containment measures. |
format |
article |
author |
Chiara Cimini Giuditta Pezzotta Alexandra Lagorio Fabiana Pirola Sergio Cavalieri |
author_facet |
Chiara Cimini Giuditta Pezzotta Alexandra Lagorio Fabiana Pirola Sergio Cavalieri |
author_sort |
Chiara Cimini |
title |
How Can Hybrid Simulation Support Organizations in Assessing COVID-19 Containment Measures? |
title_short |
How Can Hybrid Simulation Support Organizations in Assessing COVID-19 Containment Measures? |
title_full |
How Can Hybrid Simulation Support Organizations in Assessing COVID-19 Containment Measures? |
title_fullStr |
How Can Hybrid Simulation Support Organizations in Assessing COVID-19 Containment Measures? |
title_full_unstemmed |
How Can Hybrid Simulation Support Organizations in Assessing COVID-19 Containment Measures? |
title_sort |
how can hybrid simulation support organizations in assessing covid-19 containment measures? |
publisher |
MDPI AG |
publishDate |
2021 |
url |
https://doaj.org/article/06113feb5db94e8b818ed99158504513 |
work_keys_str_mv |
AT chiaracimini howcanhybridsimulationsupportorganizationsinassessingcovid19containmentmeasures AT giudittapezzotta howcanhybridsimulationsupportorganizationsinassessingcovid19containmentmeasures AT alexandralagorio howcanhybridsimulationsupportorganizationsinassessingcovid19containmentmeasures AT fabianapirola howcanhybridsimulationsupportorganizationsinassessingcovid19containmentmeasures AT sergiocavalieri howcanhybridsimulationsupportorganizationsinassessingcovid19containmentmeasures |
_version_ |
1718412026218283008 |